[INSERT DATASET NAME] Report¶

[INSERT DATASET DESCRIPTION]

Table of Contents¶


  • Overview

    • Quick Info

    • Data Types

    • Data Preview

    • Missing Values

    • Rows With Missing Value

    • Constant Occurrence

    • Duplicate Rows

  • Univariate Analysis

  • Bivariate analysis

    • Correlation Plot

    • Pairplot

    • Contingency table

  • Multivariate analysis

    • Principal Component Analysis

    • Parallel coordinates

    • Parallel categories

Overview


Quick Info

Rows 569
Columns 32
Missing cells 0 (0.00 %)
Zeros 47 (0.26 %)
Duplicate rows 0 (0.00 %)

Data Types

Column Name Inferred Data Type
ID categorical
DIAGNOSIS categorical
RADIUS1 categorical
TEXTURE1 numeric
PERIMETER1 numeric
AREA1 numeric
SMOOTHNESS1 numeric
COMPACTNESS1 numeric
CONCAVITY1 numeric
CONCAVE_POINTS1 numeric
SYMMETRY1 numeric
FRACTAL_DIMENSION1 numeric
RADIUS2 numeric
TEXTURE2 numeric
PERIMETER2 numeric
AREA2 numeric
SMOOTHNESS2 numeric
COMPACTNESS2 numeric
CONCAVITY2 numeric
CONCAVE_POINTS2 numeric
SYMMETRY2 numeric
FRACTAL_DIMENSION2 numeric
RADIUS3 numeric
TEXTURE3 numeric
PERIMETER3 numeric
AREA3 numeric
SMOOTHNESS3 numeric
COMPACTNESS3 numeric
CONCAVITY3 numeric
CONCAVE_POINTS3 numeric
SYMMETRY3 numeric
FRACTAL_DIMENSION3 numeric

Data Preview

First rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
0 856299 B 17.543 14.96 69.68 562.6 0.11024 0.11156 0.059614 0.020084 ... 13.361 22.78 91.62 579.0 0.13553 0.11315 0.320835 0.098895 0.3086 0.07314
1 872296 B 15.7 14.87 94.51 315.4 0.10455 0.11110 0.024047 0.014293 ... 25.983 30.36 60.04 405.5 0.12040 0.46519 0.338126 0.045030 0.2924 0.07067
2 908511 M 20.189 14.54 92.16 795.8 0.11675 0.11911 0.086264 0.026217 ... 13.112 22.95 105.14 977.2 0.09458 0.35288 0.256018 0.177550 0.2296 0.07057
3 864514 M 12.72 20.68 95.57 451.6 0.08317 0.14206 0.219994 0.017341 ... 10.776 33.12 127.31 1214.6 0.11915 0.58177 0.001369 0.029653 0.2727 0.07652
4 888827 B 13.206 17.76 85.65 260.1 0.09740 0.17096 0.033371 0.020540 ... 12.361 22.52 77.89 498.0 0.09347 0.44302 0.484563 0.150140 0.2849 0.06336

5 rows × 32 columns

Last rows¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
564 866530 M 18.061 19.12 65.40 1339.3 0.11720 0.09815 0.213587 0.019155 ... 21.624 27.78 193.80 623.1 0.12901 0.27224 0.563720 0.195748 0.2821 0.08050
565 855595 B 17.01 28.13 75.01 949.0 0.11260 0.07853 0.158379 0.009946 ... 13.350 22.09 87.98 472.9 0.12934 0.23925 0.042942 0.113143 0.2121 0.06825
566 919365 B 22.616 20.09 85.89 1279.7 0.10087 0.07836 0.040249 0.034980 ... 23.864 20.64 77.97 432.7 0.13780 0.10994 0.054066 0.207992 0.2625 0.07692
567 920003 M 13.619 26.54 82.55 1701.0 0.11490 0.16032 0.121590 0.147588 ... 14.328 24.73 92.06 1027.2 0.15464 0.12014 0.598830 0.029733 0.2341 0.06804
568 913810 M 13.863 22.60 106.23 532.2 0.10401 0.11692 0.032665 0.105935 ... 14.108 30.75 66.23 718.3 0.13397 0.07566 0.216357 0.076045 0.4070 0.08132

5 rows × 32 columns

Sample¶

ID DIAGNOSIS RADIUS1 TEXTURE1 PERIMETER1 AREA1 SMOOTHNESS1 COMPACTNESS1 CONCAVITY1 CONCAVE_POINTS1 ... RADIUS3 TEXTURE3 PERIMETER3 AREA3 SMOOTHNESS3 COMPACTNESS3 CONCAVITY3 CONCAVE_POINTS3 SYMMETRY3 FRACTAL_DIMENSION3
46 86943945 B 16.679 22.41 70.90 511.1 0.07325 0.16566 0.157626 0.098704 ... 13.021 19.57 85.85 649.9 0.14986 0.17896 0.002019 0.092810 0.3223 0.08625
82 921461 M 9.764 16.35 82.38 295.0 0.09420 0.17084 0.252487 0.011037 ... 10.988 33.96 129.56 1427.5 0.12244 0.56655 0.339509 0.047942 0.2313 0.09495
24 8877047 M 18.235 14.88 138.98 642.9 0.10760 0.08397 0.045165 0.022789 ... 10.140 20.04 152.04 464.8 0.17104 0.16143 0.464154 0.054776 0.2509 0.08050
547 857715 M 20.826 14.07 71.42 462.6 0.08724 0.08282 0.046475 0.033264 ... 14.155 25.08 106.30 677.5 0.12396 0.23683 0.117062 0.152352 0.4025 0.06053
292 88842 M 11.585 21.50 61.87 767.0 0.09063 0.13176 0.011414 0.005661 ... 14.336 22.82 129.09 1789.3 0.13281 0.05665 0.257034 0.058777 0.2888 0.06601

5 rows × 32 columns

Missing Values

There are no missing values

Rows With Missing Value

There are no missing values

Constant Occurrence

Column Name 0 Count 0 %
CONCAVE_POINTS2 13 2.285
CONCAVE_POINTS1 9 1.582
CONCAVE_POINTS3 7 1.230
CONCAVITY1 6 1.054
CONCAVITY2 6 1.054
CONCAVITY3 6 1.054
COMPACTNESS3 0 0.000
SMOOTHNESS3 0 0.000
AREA3 0 0.000
COMPACTNESS2 0 0.000
PERIMETER3 0 0.000
TEXTURE3 0 0.000
RADIUS3 0 0.000
FRACTAL_DIMENSION2 0 0.000
SYMMETRY2 0 0.000
SYMMETRY3 0 0.000
ID 0 0.000
SMOOTHNESS2 0 0.000
DIAGNOSIS 0 0.000
AREA2 0 0.000
PERIMETER2 0 0.000
TEXTURE2 0 0.000
RADIUS2 0 0.000
FRACTAL_DIMENSION1 0 0.000
SYMMETRY1 0 0.000
COMPACTNESS1 0 0.000
SMOOTHNESS1 0 0.000
AREA1 0 0.000
PERIMETER1 0 0.000
TEXTURE1 0 0.000
RADIUS1 0 0.000
FRACTAL_DIMENSION3 0 0.000

Duplicate Rows

There are no duplicated rows

Univariate Analysis


ID - categorical¶

Most frequent values

901034301 7 (1.23 %)
856299 1 (0.18 %)
880861 1 (0.18 %)
87074136 1 (0.18 %)
898749 1 (0.18 %)
Other values count 558 (98.07 %)
Null 0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.


DIAGNOSIS - categorical¶

Most frequent values

M 299 (52.55 %)
B 270 (47.45 %)
Other values count 0 (0.00 %)
Null 0 (0.00 %)
No description has been provided for this image

RADIUS1 - categorical¶

Most frequent values

12.467 3 (0.53 %)
14.979 3 (0.53 %)
12.453 2 (0.35 %)
12.716 2 (0.35 %)
12.46 2 (0.35 %)
Other values count 557 (97.89 %)
Null 0 (0.00 %)

Number of unique values is greater than 50, not plotting bar plot.


TEXTURE1 - numeric¶

Descriptive Statistics

Number of unique values 449
Sum 10 972.14
Mean 19.28
Mode 16.84
Standard deviation 4.06
Mean absolute deviation 3.28
Median absolute deviation 2.78
Coefficient of variation 0.21
Kurtosis -0.09
Skewness 0.52

Quantile Statistics

Minimum 11.13
Maximum 30.70
Q1 16.23
Median 18.75
Q3 21.94
Range 19.57
IQR 5.71
No description has been provided for this image

PERIMETER1 - numeric¶

Descriptive Statistics

Number of unique values 541
Sum 51 753.13
Mean 90.95
Mode 75.03
Standard deviation 23.96
Mean absolute deviation 19.02
Median absolute deviation 15.83
Coefficient of variation 0.26
Kurtosis 0.44
Skewness 0.98

Quantile Statistics

Minimum 53.71
Maximum 166.03
Q1 74.40
Median 84.32
Q3 103.27
Range 112.32
IQR 28.87
No description has been provided for this image

AREA1 - numeric¶

Descriptive Statistics

Number of unique values 555
Sum 367 499.30
Mean 645.87
Mode 260.10
Standard deviation 331.33
Mean absolute deviation 255.74
Median absolute deviation 213.97
Coefficient of variation 0.51
Kurtosis 1.28
Skewness 1.33

Quantile Statistics

Minimum 213.0
Maximum 1 817.30
Q1 406.20
Median 536.40
Q3 773.80
Range 1 604.30
IQR 367.60
No description has been provided for this image

SMOOTHNESS1 - numeric¶

Descriptive Statistics

Number of unique values 533
Sum 54.97
Mean 0.10
Mode 0.09
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.15
Kurtosis -0.30
Skewness 0.44

Quantile Statistics

Minimum 0.07
Maximum 0.13
Q1 0.09
Median 0.10
Q3 0.11
Range 0.07
IQR 0.02
No description has been provided for this image

COMPACTNESS1 - numeric¶

Descriptive Statistics

Number of unique values 558
Sum 61.28
Mean 0.11
Mode 0.04
Standard deviation 0.05
Mean absolute deviation 0.04
Median absolute deviation 0.03
Coefficient of variation 0.46
Kurtosis 0.27
Skewness 0.86

Quantile Statistics

Minimum 0.03
Maximum 0.28
Q1 0.07
Median 0.10
Q3 0.13
Range 0.25
IQR 0.06
No description has been provided for this image

CONCAVITY1 - numeric¶

Descriptive Statistics

Number of unique values 564
Sum 48.67
Mean 0.09
Mode 0.0
Standard deviation 0.07
Mean absolute deviation 0.06
Median absolute deviation 0.05
Coefficient of variation 0.87
Kurtosis 1.10
Skewness 1.25

Quantile Statistics

Minimum 0.0
Maximum 0.35
Q1 0.03
Median 0.06
Q3 0.12
Range 0.35
IQR 0.09
No description has been provided for this image

CONCAVE_POINTS1 - numeric¶

Descriptive Statistics

Number of unique values 557
Sum 26.29
Mean 0.05
Mode 0.0
Standard deviation 0.04
Mean absolute deviation 0.03
Median absolute deviation 0.03
Coefficient of variation 0.80
Kurtosis 0.66
Skewness 1.16

Quantile Statistics

Minimum 0.0
Maximum 0.17
Q1 0.02
Median 0.03
Q3 0.07
Range 0.17
IQR 0.05
No description has been provided for this image

SYMMETRY1 - numeric¶

Descriptive Statistics

Number of unique values 409
Sum 103.98
Mean 0.18
Mode 0.16
Standard deviation 0.03
Mean absolute deviation 0.02
Median absolute deviation 0.02
Coefficient of variation 0.16
Kurtosis 0.16
Skewness 0.67

Quantile Statistics

Minimum 0.13
Maximum 0.26
Q1 0.16
Median 0.18
Q3 0.20
Range 0.13
IQR 0.04
No description has been provided for this image

FRACTAL_DIMENSION1 - numeric¶

Descriptive Statistics

Number of unique values 482
Sum 35.54
Mean 0.06
Mode 0.06
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.00
Coefficient of variation 0.10
Kurtosis 0.82
Skewness 0.96

Quantile Statistics

Minimum 0.05
Maximum 0.09
Q1 0.06
Median 0.06
Q3 0.07
Range 0.04
IQR 0.01
No description has been provided for this image

RADIUS2 - numeric¶

Descriptive Statistics

Number of unique values 538
Sum 224.45
Mean 0.39
Mode 0.22
Standard deviation 0.24
Mean absolute deviation 0.18
Median absolute deviation 0.16
Coefficient of variation 0.61
Kurtosis 2.42
Skewness 1.62

Quantile Statistics

Minimum 0.12
Maximum 1.29
Q1 0.23
Median 0.31
Q3 0.47
Range 1.17
IQR 0.25
No description has been provided for this image

TEXTURE2 - numeric¶

Descriptive Statistics

Number of unique values 560
Sum 679.38
Mean 1.19
Mode 0.60
Standard deviation 0.51
Mean absolute deviation 0.39
Median absolute deviation 0.31
Coefficient of variation 0.43
Kurtosis 1.44
Skewness 1.07

Quantile Statistics

Minimum 0.41
Maximum 2.92
Q1 0.82
Median 1.11
Q3 1.45
Range 2.52
IQR 0.64
No description has been provided for this image

PERIMETER2 - numeric¶

Descriptive Statistics

Number of unique values 566
Sum 1 585.23
Mean 2.79
Mode 1.48
Standard deviation 1.71
Mean absolute deviation 1.24
Median absolute deviation 1.00
Coefficient of variation 0.61
Kurtosis 3.38
Skewness 1.81

Quantile Statistics

Minimum 0.92
Maximum 9.71
Q1 1.60
Median 2.23
Q3 3.29
Range 8.79
IQR 1.69
No description has been provided for this image

AREA2 - numeric¶

Descriptive Statistics

Number of unique values 565
Sum 22 221.71
Mean 39.05
Mode 16.96
Standard deviation 34.86
Mean absolute deviation 25.20
Median absolute deviation 19.95
Coefficient of variation 0.89
Kurtosis 3.81
Skewness 2.03

Quantile Statistics

Minimum 8.40
Maximum 179.52
Q1 17.82
Median 24.87
Q3 45.52
Range 171.13
IQR 27.71
No description has been provided for this image

SMOOTHNESS2 - numeric¶

Descriptive Statistics

Number of unique values 540
Sum 4.11
Mean 0.01
Mode 0.00
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.38
Kurtosis 1.55
Skewness 1.21

Quantile Statistics

Minimum 0.00
Maximum 0.02
Q1 0.01
Median 0.01
Q3 0.01
Range 0.01
IQR 0.00
No description has been provided for this image

COMPACTNESS2 - numeric¶

Descriptive Statistics

Number of unique values 563
Sum 14.56
Mean 0.03
Mode 0.00
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.67
Kurtosis 3.22
Skewness 1.72

Quantile Statistics

Minimum 0.00
Maximum 0.09
Q1 0.01
Median 0.02
Q3 0.03
Range 0.09
IQR 0.02
No description has been provided for this image

CONCAVITY2 - numeric¶

Descriptive Statistics

Number of unique values 563
Sum 18.11
Mean 0.03
Mode 0.0
Standard deviation 0.02
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 0.74
Kurtosis 3.43
Skewness 1.65

Quantile Statistics

Minimum 0.0
Maximum 0.13
Q1 0.02
Median 0.03
Q3 0.04
Range 0.13
IQR 0.03
No description has been provided for this image

CONCAVE_POINTS2 - numeric¶

Descriptive Statistics

Number of unique values 545
Sum 6.67
Mean 0.01
Mode 0.0
Standard deviation 0.01
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.50
Kurtosis 1.39
Skewness 0.91

Quantile Statistics

Minimum 0.0
Maximum 0.03
Q1 0.01
Median 0.01
Q3 0.02
Range 0.03
IQR 0.01
No description has been provided for this image

SYMMETRY2 - numeric¶

Descriptive Statistics

Number of unique values 560
Sum 11.59
Mean 0.02
Mode 0.02
Standard deviation 0.01
Mean absolute deviation 0.01
Median absolute deviation 0.00
Coefficient of variation 0.38
Kurtosis 2.88
Skewness 1.54

Quantile Statistics

Minimum 0.01
Maximum 0.05
Q1 0.01
Median 0.02
Q3 0.02
Range 0.04
IQR 0.01
No description has been provided for this image

FRACTAL_DIMENSION2 - numeric¶

Descriptive Statistics

Number of unique values 563
Sum 2.21
Mean 0.00
Mode 0.00
Standard deviation 0.00
Mean absolute deviation 0.00
Median absolute deviation 0.00
Coefficient of variation 0.57
Kurtosis 3.59
Skewness 1.76

Quantile Statistics

Minimum 0.00
Maximum 0.01
Q1 0.00
Median 0.00
Q3 0.00
Range 0.01
IQR 0.00
No description has been provided for this image

RADIUS3 - numeric¶

Descriptive Statistics

Number of unique values 552
Sum 9 347.08
Mean 16.43
Mode 11.30
Standard deviation 4.69
Mean absolute deviation 3.78
Median absolute deviation 3.20
Coefficient of variation 0.29
Kurtosis 0.12
Skewness 0.95

Quantile Statistics

Minimum 9.14
Maximum 30.79
Q1 13.15
Median 14.90
Q3 19.61
Range 21.64
IQR 6.46
No description has been provided for this image

TEXTURE3 - numeric¶

Descriptive Statistics

Number of unique values 479
Sum 14 588.11
Mean 25.64
Mode 27.98
Standard deviation 5.68
Mean absolute deviation 4.62
Median absolute deviation 4.13
Coefficient of variation 0.22
Kurtosis -0.46
Skewness 0.22

Quantile Statistics

Minimum 14.92
Maximum 41.82
Q1 21.34
Median 25.46
Q3 29.69
Range 26.90
IQR 8.35
No description has been provided for this image

PERIMETER3 - numeric¶

Descriptive Statistics

Number of unique values 547
Sum 61 144.61
Mean 107.46
Mode 91.94
Standard deviation 34.10
Mean absolute deviation 27.31
Median absolute deviation 22.94
Coefficient of variation 0.32
Kurtosis 0.49
Skewness 1.05

Quantile Statistics

Minimum 59.18
Maximum 209.40
Q1 83.48
Median 97.40
Q3 127.07
Range 150.22
IQR 43.59
No description has been provided for this image

AREA3 - numeric¶

Descriptive Statistics

Number of unique values 555
Sum 497 227.60
Mean 873.86
Mode 317.70
Standard deviation 525.83
Mean absolute deviation 406.51
Median absolute deviation 346.54
Coefficient of variation 0.60
Kurtosis 1.82
Skewness 1.48

Quantile Statistics

Minimum 254.30
Maximum 2 937.20
Q1 515.30
Median 689.20
Q3 1 120.70
Range 2 682.90
IQR 605.40
No description has been provided for this image

SMOOTHNESS3 - numeric¶

Descriptive Statistics

Number of unique values 544
Sum 75.02
Mean 0.13
Mode 0.14
Standard deviation 0.02
Mean absolute deviation 0.02
Median absolute deviation 0.01
Coefficient of variation 0.16
Kurtosis -0.18
Skewness 0.17

Quantile Statistics

Minimum 0.09
Maximum 0.19
Q1 0.12
Median 0.13
Q3 0.15
Range 0.10
IQR 0.03
No description has been provided for this image

COMPACTNESS3 - numeric¶

Descriptive Statistics

Number of unique values 565
Sum 138.88
Mean 0.24
Mode 0.15
Standard deviation 0.14
Mean absolute deviation 0.11
Median absolute deviation 0.09
Coefficient of variation 0.59
Kurtosis 1.88
Skewness 1.29

Quantile Statistics

Minimum 0.05
Maximum 0.79
Q1 0.14
Median 0.21
Q3 0.32
Range 0.74
IQR 0.17
No description has been provided for this image

CONCAVITY3 - numeric¶

Descriptive Statistics

Number of unique values 563
Sum 165.23
Mean 0.29
Mode 0.0
Standard deviation 0.21
Mean absolute deviation 0.17
Median absolute deviation 0.15
Coefficient of variation 0.72
Kurtosis 0.19
Skewness 0.84

Quantile Statistics

Minimum 0.0
Maximum 0.90
Q1 0.13
Median 0.24
Q3 0.41
Range 0.90
IQR 0.28
No description has been provided for this image

CONCAVE_POINTS3 - numeric¶

Descriptive Statistics

Number of unique values 562
Sum 66.00
Mean 0.12
Mode 0.0
Standard deviation 0.07
Mean absolute deviation 0.06
Median absolute deviation 0.05
Coefficient of variation 0.56
Kurtosis -0.60
Skewness 0.52

Quantile Statistics

Minimum 0.0
Maximum 0.27
Q1 0.07
Median 0.10
Q3 0.16
Range 0.27
IQR 0.10
No description has been provided for this image

SYMMETRY3 - numeric¶

Descriptive Statistics

Number of unique values 476
Sum 165.80
Mean 0.29
Mode 0.27
Standard deviation 0.06
Mean absolute deviation 0.04
Median absolute deviation 0.03
Coefficient of variation 0.20
Kurtosis 1.54
Skewness 1.10

Quantile Statistics

Minimum 0.17
Maximum 0.49
Q1 0.25
Median 0.28
Q3 0.32
Range 0.31
IQR 0.07
No description has been provided for this image

FRACTAL_DIMENSION3 - numeric¶

Descriptive Statistics

Number of unique values 524
Sum 47.81
Mean 0.08
Mode 0.08
Standard deviation 0.02
Mean absolute deviation 0.01
Median absolute deviation 0.01
Coefficient of variation 0.20
Kurtosis 0.78
Skewness 0.99

Quantile Statistics

Minimum 0.06
Maximum 0.14
Q1 0.07
Median 0.08
Q3 0.09
Range 0.08
IQR 0.02
No description has been provided for this image

Bivariate analysis


Correlation Plot

Pearson Correlation¶

No description has been provided for this image

Spearman Correlation¶

No description has been provided for this image

Kendall Correlation¶

No description has been provided for this image

Pairplot

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning:

The figure layout has changed to tight

/Users/krishnadave/anaconda3/lib/python3.11/site-packages/edvart/report_sections/bivariate_analysis.py:728: UserWarning:

The figure layout has changed to tight

No description has been provided for this image

Contingency table

Multivariate analysis


Principal Component Analysis

First vs second principal component¶

Explained variance ratio: 9.52%

Explained variance ratio¶

No description has been provided for this image

Parallel coordinates

Parallel categories